# mlfoundations-dev/fig1_all_light_r1_eval_2e29

Precomputed model outputs for evaluation.

## Evaluation Results

### Summary

| Metric | AIME24 | AMC23 | MATH500 | MMLUPro | JEEBench | GPQADiamond | LiveCodeBench | CodeElo | CodeForces | LiveCodeBenchv5 | AIME25 | HLE |
|--------|------|-----|-------|-------|--------|-----------|-------------|-------|----------|---------------|------|---|
| Accuracy | 39.7 | 78.2 | 85.6 | 31.4 | 54.0 | 43.4 | 22.4 | 7.2 | 6.9 | 12.1 | 31.0 | 6.4 |

### AIME24

- **Average Accuracy**: 39.67% ± 2.08%
- **Number of Runs**: 10

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 46.67% | 14 | 30 |
| 2 | 50.00% | 15 | 30 |
| 3 | 36.67% | 11 | 30 |
| 4 | 40.00% | 12 | 30 |
| 5 | 36.67% | 11 | 30 |
| 6 | 30.00% | 9 | 30 |
| 7 | 36.67% | 11 | 30 |
| 8 | 36.67% | 11 | 30 |
| 9 | 50.00% | 15 | 30 |
| 10 | 33.33% | 10 | 30 |

### AMC23

- **Average Accuracy**: 78.25% ± 0.94%
- **Number of Runs**: 10

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 77.50% | 31 | 40 |
| 2 | 72.50% | 29 | 40 |
| 3 | 80.00% | 32 | 40 |
| 4 | 77.50% | 31 | 40 |
| 5 | 75.00% | 30 | 40 |
| 6 | 82.50% | 33 | 40 |
| 7 | 77.50% | 31 | 40 |
| 8 | 77.50% | 31 | 40 |
| 9 | 80.00% | 32 | 40 |
| 10 | 82.50% | 33 | 40 |

### MATH500

- **Accuracy**: 85.60%
| Accuracy | Questions Solved | Total Questions |
|----------|-----------------|----------------|
| 85.60% | 428 | 500 |

### MMLUPro

- **Average Accuracy**: 31.40% ± 0.00%
- **Number of Runs**: 1

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 31.40% | 157 | 500 |

### JEEBench

- **Average Accuracy**: 54.01% ± 0.60%
- **Number of Runs**: 3

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 52.57% | 270.75 | 515 |
| 2 | 54.51% | 280.75 | 515 |
| 3 | 54.95% | 283.0 | 515 |

### GPQADiamond

- **Average Accuracy**: 43.43% ± 1.67%
- **Number of Runs**: 3

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 39.39% | 78 | 198 |
| 2 | 44.95% | 89 | 198 |
| 3 | 45.96% | 91 | 198 |

### LiveCodeBench

- **Average Accuracy**: 22.37% ± 0.07%
- **Number of Runs**: 3

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 22.31% | 114 | 511 |
| 2 | 22.50% | 115 | 511 |
| 3 | 22.31% | 114 | 511 |

### CodeElo

- **Average Accuracy**: 7.25% ± 0.34%
- **Number of Runs**: 3

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 7.93% | 31 | 391 |
| 2 | 6.91% | 27 | 391 |
| 3 | 6.91% | 27 | 391 |

### CodeForces

- **Average Accuracy**: 6.92% ± 0.27%
- **Number of Runs**: 3

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 7.28% | 33 | 453 |
| 2 | 7.06% | 32 | 453 |
| 3 | 6.40% | 29 | 453 |

### LiveCodeBenchv5

- **Average Accuracy**: 12.10% ± 0.45%
- **Number of Runs**: 3

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 11.65% | 43 | 369 |
| 2 | 13.01% | 48 | 369 |
| 3 | 11.65% | 43 | 369 |

### AIME25

- **Average Accuracy**: 31.00% ± 1.34%
- **Number of Runs**: 10

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 30.00% | 9 | 30 |
| 2 | 26.67% | 8 | 30 |
| 3 | 33.33% | 10 | 30 |
| 4 | 26.67% | 8 | 30 |
| 5 | 36.67% | 11 | 30 |
| 6 | 30.00% | 9 | 30 |
| 7 | 26.67% | 8 | 30 |
| 8 | 40.00% | 12 | 30 |
| 9 | 30.00% | 9 | 30 |
| 10 | 30.00% | 9 | 30 |

### HLE

- **Average Accuracy**: 6.38% ± 0.45%
- **Number of Runs**: 3

| Run | Accuracy | Questions Solved | Total Questions |
|-----|----------|-----------------|----------------|
| 1 | 5.27% | 27 | 512 |
| 2 | 6.84% | 35 | 512 |
| 3 | 7.03% | 36 | 512 |